Transformer architecture, the one innovation that supercharged AI: Best ideas of the century

Today’s most powerful AI tools – those that can summarize documents, generate artwork, write poetry or predict how incredibly complex proteins fold – all rest on the shoulders of the “transformer”. This neural network architecture, first announced in 2017 at a modest conference center in California, allows machines to process information in a way that…

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SaaS bills climb as AI shakes up pricing: Zylo

Diving brief: The average organization now spends $55.7 million annually on software applications as a service, with artificial intelligence-based tools fastest growing, SaaS management company Zylo said in a report released Thursday. Even with software portfolios holding steady at an average of 305 applications, spending increased nearly 8% in 2025 from the previous year, according…

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Executives like David Solomon of Goldman Sachs say experience trumps everything in business, including brains. But Ricardo Amper, founder and CEO of the $1.25 billion software company Incode Technologies, believes Gen Z’s naivety is a professional blessing rather than a career curse. “My belief [is] that it is important to come out with a fresh…

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Heterogeneous computing and the future of AI

Heterogeneous computing is quietly redefining how AI appears in everyday devices, bringing intelligence closer to where people actually use it rather than keeping it locked in remote cloud systems. As AI expands into physical products, success depends less on raw performance and more on how efficiently CPUs, GPUs, and NPUs work together. Heterogeneous computing manifests…

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Using AI Personas To Craft Synthetic Mental Health Therapists Of All Types And Gauge The Future Of Psychotherapy

Devising AI personas that are therapists of all types is handy for many reasons. getty In today’s column, I examine in-depth the use of AI personas to craft synthetic mental health therapists. This is readily undertaken via modern-era generative AI and large language models (LLMs). With a few detailed instructions in a prompt, you can…

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Enterprises are turning to AI to solve their efficiency problems, but is just a short-term fix?

Michael Kitces and Ben Henry-Moreland ask whether these long-term problems require a solution other than AI? JANUARY 21, 2026 By Ben Henry-Moreland and Michael Kitces As companies grow and merge over time, they accumulate technical debt. Technologies, capabilities, and processes that in a perfect world would be retooled and improved every time the company grows…

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Agentic AI edges closer to everyday production use

Many security and operations teams now spend less time wondering whether agentic AI has a place in production and more time determining how to run it securely at scale. A new research report from Dynatrace examines how large organizations are moving agentic AI from pilot projects to real-world environments and where these efforts are stagnating….

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